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Oct 11, 2024 18 tweets 7 min read Read on X
The Nazca Lines are an amazing sight to see.

It took nearly a century to figure out just 430 of these Nazca geoglyphs, but now AI nearly doubled the number overnight, adding 303 new geoglyphs to our knowledge.

AI might've also revealed why the Nazca lines were constructed!🧵 Image
For background, the Nazca lines are a set of exceptionally well-preserved geoglyphs and walking routes that exist in the agriculturally-unsuitable Nazca Pampa region.

The traditionally-known lines seem to depict things that make sense. For example, here's a spider: Image
Line construction is a practice from the region that's at least 2,000 years old and it results in lots of very interpretable pictures, like this monkey: Image
The lines have been classified into many types.

It's believed that the different types are distributed in geographically distinct areas, created in different times, and most obviously, that they have different meanings. Image
The new lines discovered by AI are a bit harder for humans to understand or pick out, but when the AI points them out, it becomes apparent we were overlooking them, perhaps because they're so weird and foreign to us

They're also older and smaller than known ones. Take a look: Image
These newly-discovered Nazca lines depict very figurative rather than literal shapes, but they also depict ritual, and maybe even lawgiving or war.

These lines are weird precisely because they had to be distinct to suit their purpose.

I'll come back to this. Image
The new lines were found by the AI like so.

The AI highlighted certain areas as being particularly 'line-like' (A), and then the researchers visually inspected the photographs the AI had been provided (B).

After the AI pointed it out, it was often clear something was there. Image
This exercise was repeated over and over again throughout the whole region between Lima and Nazca, leading to a lot of new targets. Image
The team then set out on foot and by drone to see if the lines were real, in-person.

Real lines are clearly dug into the ground and often contain artefacts like pottery shards and such.

The AI found them and the humans confirmed them. Image
A very large number of these new discoveries went overlooked for so long because they were reliefs.

Reliefs are less distinct in the landscape, but are still persistent, like the better-known lines. They also depict different things than the lines do: Image
When you look at the reliefs, you'll see evidence of ancient domestication and lawgiving or warring.

The lines, however, more often just depict an animal. Why might they be so different? It's not like the complexity differed all that much. Image
Here's the meat:

What makes these lines so interesting is that the AI makes it clear that they had distinct purposes.

The relief-type lines that show people and such? Well, those mark trail-heads. They're less distinct because you're intended to be close to them! Image
If you wanted to navigate across the region, you could walk until you saw a certain relief, and then you'd know what trail to take!

Critically, this network was informal. The state, however, made a formal network leading to the Cahuachi Pyramids, which were a ceremonial center. Image
The lines rather than reliefs are younger because they're associated with state formation/organization.

The region's state co-opted the informal, cultural practice of making reliefs for navigation in order to set up the line network to get to and be seen from the temple complex! Image
And there we have it! We might now know the purpose of and who funded the Nazca lines. (Thanks, AI!)

To review, there's an old, informal line network used for navigation. You walk up a trail, you see a relief. The number of these known just blew up due to AI.
The old informal line network where you see a relief then you go down the right trail was formalized by the region's state to create massive lines, sharp breaks that are more obvious from a distance

These lead to and support the temple complex, facilitating worship/organization Image
And guess what? With the power of AI, we're just getting started.

The authors of the study said that there are more than 250 additional geoglyphs flagged by the AI, which they didn't have the time to examine in person.

What else will we learn about this ancient civilization? Image
If you want to read the study, you can do so here: pnas.org/doi/10.1073/pn…

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More from @cremieuxrecueil

Mar 23
Why have testosterone levels been rising over time?

The testosterone levels of American men are up compared to what they used to be, but no one has a good explanation.

Let's look through some possibilities🧵 Image
Is it perhaps because of a racial composition change?

No.

Different races tend to have similar testosterone levels and trends within groups are similar. Image
Is it perhaps because of age composition change?

No.

The decline by age is much more graceful than people tend to suspect, and within each age group, levels are up without survey weighting, and in nearly all with it, they're still up. Image
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Mar 13
Today's deregulatory news is pretty big.

The White House is taking aim at the housing shortage by deregulating housing construction🧵 Image
A big part of the American Dream was created by a massive housing boom when the troops came home

Since the Great Financial Crisis, practically everywhere has reduced the number of permits they issue for new housing

This has resulted in housing cost growth outpacing wage growth: Image
To revive the American Dream, we need to build more homes.

If we want to build more homes, we'll have to overcome a lot of different regulatory burdens.

One step is to get rid of federal regulatory burdens that straddle homebuilders and owners with lots of random costs. Image
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Mar 13
In my latest article, I documented that the only RCT for functional medicine methods appears fraudulent🧵

Before getting into it, what's functional medicine?

It's a pseudoscience used to bilk patients by getting them on an unending cycle of tests, supplements, and more tests. Image
Functional medicine's practitioners claim that they can reveal and treat so-called "root causes" of people's health problems

These are proposed to be things like gut health, toxin burdens, and various chemical and hormonal imbalances

They find these things with unproven tests Image
If you run enough tests, you will be able to find something that looks 'off' about a patient, and if you're a functional medicine doctor, that's your 'A-ha!' moment, even if—as is usually the case—the result is just a false-positive and treating it is unlikely to do anything. Image
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Mar 12
What you see here is called "lying"

It's what happens when someone's anti-competitive protections are under attack

CON laws are insane. Basically:

If you want to open a new medical practice somewhere, you have to get your potential competitors to sign off, saying you're needed Image
If you want to add beds to a hospital, build facilities, purchase diagnostic scanners, but you live somewhere with CON laws, then you have to prove you're not creating competition for other medical facilities in the area, which is often the whole state.

No. Competition. Allowed. Image
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But no one considered the obvious bad incentives. Image
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Mar 11
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Now:

The HHS is going to make doctors to sit through 40 hours of classes where they'll have to take that bullshit seriously. Image
This reads like a list of the things that fared the worst in all of nutrition science and stuff with NO EVIDENCE.

When I read through this, my mouth was agape.

Whoever wrote this trash needs fired for incompetence. Mentally retarded people should not hold keep government posts.
'What did you learn in your mandatory nutrition misinformation class?'

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Mar 10
You should be flexible and you should be strong.

Strength training is a highly effective way to improve your flexibility, and I've made a graphic to put this into understandable terms: Image
This is from a meta-analysis of strength training trials.

What makes that so useful is that there's major publication bias for strength outcomes (pictured).

But, since authors weren't looking at it, there's no publication bias for flexibility outcomes.Image
Studies made their way into this meta-analysis because they had a flexibility outcome, but they made their way into the literature because they showed positive strength results.

This could indirectly biased the flexibility results because of selection on a correlated outcome.
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